gwern comments on Awww, a Zebra - Less Wrong
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Yes. I'm not sure how much they'd add; I ran into an interesting observation about this with regard to estimating cows' milk production based on their relatives and on SNPs, where the comparison runs the other direction:
So if an old SNP chip can add that much information in terms of family records, the family can't matter that much.